In a territorial development model such as that of Valencia (Spain), in which limitations, resistance and difficulties are observed as a result of the dualization that it has undergone in these almost 40 years of operation, we ask whether these obstacles have had an effect on the evolution of employment. This is understood as the basic indicator, the primary aim of any action undertaken for development of the territory. To this end, we set out from the methodological articulation of various techniques (survey by means of a pre-coded questionnaire, application of the READI® methodology) based on the primary information collected from the AEDL (Employment and Local Development Agents) technical staff of Valencia province, which showed us their perception of the dualization to which the model is subjected and the difficulties that this generates when carrying out their professional activity. Statistical and documentary sources were also analyzed. With all this, the evolution of employment in these territories over the last five years was studied in order to validate, or not, the initial hypothesis: Whether this reality of the model (duality) responds to short-term or structural parameters.

The purpose of this research is to estimate the differences in sales levels between businesses owned by individuals who self-identify as Indigenous (IE) and those who do not (NIE), as well as between males (ME) and females (WE), and how this intersection may affect their sales levels. To accomplish this, an Analysis of Variance (ANOVA) is used to compare the means between the groups analyzed, and Tukey’s Honestly Significant Differences (HSD) is used to determine the magnitude and direction of these differences. The results of the study show that indigenous-owned businesses have sales that are 26% lower than the general average, while women-owned businesses have sales that are 70.6% lower in the same comparison. In addition, businesses run by indigenous women have sales that are 93.5% lower on average. These findings suggest that the challenges faced by entrepreneurs reflect the structural inequalities observed in other areas of society and highlight the need for public and private policies focused on reducing these gaps.

The multifaceted nature of the skills required by new-age professions, reflecting the dynamic evolution of the global workforce, is the focal point of this study. The objective was to synthesize the existing academic literature on these skills, employing a scientometric approach . This involved a comprehensive analysis of 367 articles from the merged Scopus and Web of Science databases. Science. We observed a significant increase in annual scientific output, with an increase of 87.01% over the last six years. The United States emerged as the most prolific contributor, responsible for 21.61% of total publications and receiving 34.31% of all citations. Using the Tree algorithm of Science (ToS), we identified fundamental contributions within this domain. The ToS outlined three main research streams: the convergence of gender, technology, and automation; defining elements of future work; and the dualistic impact of AI on work, seen as both a threat and an opportunity. Furthermore, our study explored the effects of automation on quality of life, the evolving meaning of work, and the emergence of new skills. A critical analysis was also conducted on how to balance technology with humanism, addressing challenges and strategies in workforce automation. This study offers a comprehensive scientometric view of new-age professions, highlighting the most important trends, challenges, and opportunities in this rapidly evolving field.